Antenna Season Report Notebook

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))

# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder

# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "42"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"

display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 42 Report

import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna

# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 136 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 131 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect

# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs

this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 42, Node 4:

JDs	A Priori Status	Auto Metrics Flags	Dead Fraction in Ant Metrics (Jee)	Dead Fraction in Ant Metrics (Jnn)	Crossed Fraction in Ant Metrics	Flag Fraction Before Redcal	Flagged By Redcal chi^2 Fraction	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	Average Dead Ant Metric (Jee)	Average Dead Ant Metric (Jnn)	Average Crossed Ant Metric	Median chi^2 Per Antenna (Jee)	Median chi^2 Per Antenna (Jnn)
2459594	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.078832	-0.713056	0.079767	-0.269230	0.431904	0.378388	-0.425315	-0.573627	0.7748	0.7696	0.2344	24.292552	18.371266
2459593	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.718091	1.068772	-0.355453	0.380554	0.659098	0.548592	-0.860126	-0.806825	0.7064	0.6938	0.2202	7.944909	6.886395
2459592	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	0.514610	-0.482724	-0.068310	-0.594877	1.115521	-0.456934	2.163935	-0.116051	0.0522	0.0499	0.0067	nan	nan
2459591	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	342.600548	349.871921	inf	inf	32.993592	81.034302	170.387880	998.762539	nan	nan	nan	0.000000	0.000000
2459590	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	349.204621	362.524920	inf	inf	30.328094	36.382483	161.627634	253.985473	nan	nan	nan	0.000000	0.000000
2459589	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-1.004962	0.902727	-0.110694	0.238052	0.055401	0.323251	-0.911450	-0.890556	0.6793	0.6678	0.2445	8.487809	7.296459
2459588	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.051090	0.284170	-0.314748	0.427370	0.044327	-0.414959	-0.773362	-0.667590	0.7605	0.7395	0.1994	15.083372	10.517019
2459587	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	-0.644377	0.810643	6.071773	-0.350517	-23.333991	-23.858603	-4.675000	-4.393628	nan	nan	nan	4.922166	5.287642
2459586	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-1.000308	1.111591	0.091110	0.466302	-1.220244	0.259973	-0.930517	-0.264994	0.6215	0.6291	0.3161	5.379842	5.106524
2459585	RF_maintenance	0.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.541729	0.875247	-0.151328	1.022304	-0.003333	-0.189887	0.635986	0.090157	0.0426	0.0524	0.0039	0.000000	0.000000
2459584	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	4.602410	5.595912	7.294318	0.947159	11.291764	13.204551	38.620246	42.381113	0.5775	0.5802	0.3245	6.063362	4.909693
2459583	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-1.134291	1.373318	2.544772	2.270562	-0.723046	0.619055	-0.993618	-0.485791	0.6204	0.6198	0.3377	5.720788	6.126726
2459582	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	291.719445	296.101098	inf	inf	11597.978912	11426.375462	6076.035513	6056.694409	nan	nan	nan	0.000000	0.000000
2459581	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-1.033929	1.698137	2.359364	1.958393	-0.617365	0.879117	-0.943129	-0.494207	0.6210	0.6186	0.3401	3.768294	3.643190
2459580	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.679111	1.177613	3.175968	2.231208	-0.603591	0.301711	-1.309562	-0.547031	0.6212	0.6246	0.3356	7.290349	6.900611
2459579	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.782530	1.292390	3.728563	3.015080	-0.299614	1.433694	-1.155792	-0.219001	0.6170	0.6206	0.3386	6.197331	5.266384
2459578	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	1.175597	-0.214868	0.214718	-0.504583	1.371254	0.406258	-0.457406	-0.175226	0.0521	0.0592	0.0087	nan	nan
2459577	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.940688	1.445943	2.359857	1.977071	-0.394300	1.237219	-1.095231	-0.525318	0.6255	0.6278	0.3360	4.957414	4.562099
2459576	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.392840	1.480347	1.862533	1.821073	-0.467291	1.570474	-1.045164	-0.250672	0.6242	0.6290	0.3402	6.954416	6.710726
2459575	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.797279	0.779996	1.709102	1.655316	-0.090981	0.946322	1.397226	1.869049	0.7013	0.7027	0.3029	0.000000	0.000000
2459574	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.577366	1.222794	1.507874	1.569297	-0.367741	2.170363	-0.737610	-0.154038	0.6297	0.6346	0.3364	4.707076	4.578975
2459573	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.781805	0.912932	3.797002	2.880526	0.194708	1.187620	-1.220743	-0.048349	0.6078	0.6212	0.3423	8.593156	3.847192
2459572	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.279179	1.177754	1.821896	1.635392	0.057404	1.308068	-1.253587	0.193743	0.6064	0.6223	0.3399	3.891946	4.402457
2459571	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	1.310209	-0.201175	0.403006	-0.583514	2.385730	-0.531105	-0.656776	-0.199908	0.0565	0.0798	0.0113	nan	nan
2459570	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.242538	2.538559	-1.303834	1.511008	-0.775778	1.956258	-0.356744	1.112659	0.6056	0.6420	0.3290	6.534324	7.646589
2459569	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.370283	0.792935	1.964370	1.885403	1.653933	1.524642	1.199164	2.046464	0.7185	0.7271	0.2108	4.826134	4.994603
2459566	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.819746	1.184342	2.432527	2.205988	-0.483591	1.118654	-0.639325	-0.597757	0.6108	0.6186	0.3560	9.206442	5.825587
2459565	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	102571.649429	160872.719359	4946282.044049	4062984.468324	nan	nan	-5.052525	-5.052525	nan	nan	nan	0.000000	0.000000
2459564	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.495041	-0.102377	2.908714	0.059295	-0.127171	-1.612448	-1.748400	-1.428316	0.6294	0.6360	0.3346	3.510805	3.097400
2459563	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	6.246124	3.298838	23.759817	18.198144	11.757405	9.929632	-1.723345	-1.620108	0.6061	0.6146	0.3468	2.501051	2.610600
2459562	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.428443	-0.464196	0.980451	-0.457339	-0.502853	-2.205749	-1.423675	-1.219360	0.6151	0.6269	0.3409	2.958711	2.971958
2459561	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.872418	0.000444	1.486180	0.102052	-0.238317	-1.789208	-2.121221	-2.050509	0.6204	0.6356	0.3414	2.912751	2.902006
2459560	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459559	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.139978	0.104015	1.689474	0.354327	0.152925	-0.783527	-1.578466	-1.461100	0.6286	0.6385	0.3324	3.160724	2.859077
2459558	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	6.120773	3.403761	12.758240	9.411457	12.824511	9.627830	-1.694620	-1.793475	0.6257	0.6297	0.3378	3.894827	3.171426
2459557	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0911	0.1239	0.0250	nan	nan
2459556	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	6.728665	3.614648	13.382089	9.697527	11.767486	8.426123	-2.220660	-2.811698	0.6363	0.6379	0.3325	3.883141	3.097898
2459553	RF_maintenance	-	0.00%	0.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.6258	0.6314	0.3418	nan	nan
2459552	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	7.761519	4.150961	17.528681	13.811942	18.423510	13.604086	0.316235	-0.028934	0.6378	0.6421	0.3382	8.007240	8.720641
2459551	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.643116	0.005495	1.539650	0.006471	-0.293374	-1.709349	-1.939331	-1.676962	0.6252	0.6322	0.3320	3.163077	2.804283
2459550	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0627	0.0854	0.0152	nan	nan
2459549	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	5.961781	3.339160	12.922639	9.888914	12.678805	9.437808	-2.217367	-2.179837	0.6304	0.6367	0.3414	3.601928	3.014725
2459542	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	6.638493	3.151575	25.691033	20.029003	0.446881	0.569252	-2.065595	-1.681271	0.6890	0.6908	0.3156	4.387910	3.392982
2459541	RF_maintenance	100.00%	1.34%	1.79%	0.00%	100.00%	0.00%	6.167755	2.677030	16.189887	11.772465	9.967170	9.130076	4.237556	3.183900	0.6921	0.6849	0.2940	3.649929	3.301270
2459540	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	3.098282	0.746358	2.919209	1.277878	0.910189	-1.140221	-1.051181	-1.012480	0.6908	0.6857	0.3157	3.057523	2.794662
2459536	RF_maintenance	100.00%	37.06%	37.06%	0.00%	100.00%	0.00%	9.493368	5.200103	21.457545	16.586795	19.789698	14.597087	-3.389390	-3.378592	0.4204	0.4195	0.2128	3.335655	2.476785
2459535	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459534	RF_maintenance	0.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.474091	0.376498	1.373681	0.390300	-0.229156	-1.367589	-1.525529	-0.363980	0.0944	0.0473	0.0062	1.176500	1.180237
2459533	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	6.750565	3.533538	13.248927	10.092306	10.773763	8.828067	-2.525395	-2.067222	0.0909	0.0648	0.0131	1.232285	1.240941
2459532	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	8.053273	4.410297	17.415774	12.952060	13.878610	10.690994	-2.123503	-1.921681	0.0841	0.0612	0.0128	1.213408	1.219390
2459530	RF_maintenance	0.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.520877	-0.067993	1.283192	0.068747	-0.101275	-1.651719	-1.798432	-1.437838	0.0909	0.0667	0.0148	1.183235	1.197238
2459527	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459524	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	7.133535	4.668123	14.031375	10.868925	28.768071	18.486242	-1.766200	-1.300125	0.9020	0.9332	0.3049	0.000000	0.000000
2459523	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	7.588128	4.188032	19.229941	15.193884	11.586344	14.201542	-5.452511	-4.382471	nan	nan	nan	12.320835	8.240905
2459522	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	7.237126	3.743900	17.581143	12.990272	7.383475	13.057139	-2.832159	-2.316223	0.6979	0.6603	0.3376	5.712851	4.346475
2459513	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	5.574993	3.758804	8.982731	5.714359	3.759300	0.285840	-0.901810	-0.883443	0.0548	0.0608	0.0092	nan	nan
2459508	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	7.004134	5.677863	11.227141	8.205608	12.294716	7.543326	10.093757	9.312718	0.0872	0.0583	0.0043	0.000000	0.000000
2459505	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	84.531606	53.066277	110.505178	86.273238	108.945472	55.778345	729.215869	253.900749	0.0086	0.0096	0.0038	1.099248	1.106216

Load antenna metric spectra and waterfalls from auto_metrics notebooks.

html_to_display = ''
for am_html in auto_metric_htmls:
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line: 
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).

HTML(html_to_display)

Antenna 42: 2459663

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	1.626559	1.163392	-0.368675	0.038098	-0.307377	1.626559	-1.061279	-0.045942	-0.180414

---

Antenna 42: 2459662

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	4.798581	1.657692	0.051249	-0.466574	-0.597046	1.537340	4.798581	0.229418	-0.261066

---

Antenna 42: 2459661

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	89.863214	3.301632	-0.487787	10.324152	-0.246610	89.863214	-1.189977	1.628343	-0.818762

---

Antenna 42: 2459660

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	0.661630	-0.616350	0.645830	-0.046067	-0.283337	-1.007377	0.661630	-0.442765	-0.035066

---

Antenna 42: 2459659

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.909660	0.909660	-0.681430	-0.675619	0.003661	0.343455	-1.151853	-0.399366	-0.918441

---

Antenna 42: 2459658

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.959569	0.959569	-1.051312	-0.755484	-0.219544	0.063644	-1.378014	-0.055309	-0.685545

---

Antenna 42: 2459657

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.146189	1.146189	-0.530846	-0.671344	0.040369	0.512241	-0.915960	-0.572392	-1.272787

---

Antenna 42: 2459656

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 42: 2459655

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	2.035621	2.035621	0.681940	-0.215024	-0.058868	0.785190	0.547329	-0.325501	-1.105557

---

Antenna 42: 2459653

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.832593	0.832593	-0.798277	-0.931623	0.349481	-0.196572	-0.666941	-0.779452	-0.555551

---

Antenna 42: 2459652

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.072250	-0.851291	1.072250	0.109081	-0.467254	-0.359235	0.954094	-0.679171	-0.801082

---

Antenna 42: 2459651

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.229836	-0.997020	0.199184	-0.113031	-0.093024	0.229836	-0.757098	-0.564380	-0.609741

---

Antenna 42: 2459650

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.009367	0.009367	-1.027936	-0.579123	-0.297203	-0.651523	-0.628264	-0.736648	-1.065071

---

Antenna 42: 2459649

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.349331	-1.178657	0.349331	0.136176	-0.618422	-0.806125	0.309794	-0.552764	-0.310328

---

Antenna 42: 2459648

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 42: 2459647

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Discontinuties	3.716232	-0.551939	-0.551939	-0.581841	-0.581841	3.062768	3.062768	3.716232	3.716232

---

Antenna 42: 2459646

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	0.519213	-1.003703	0.486250	0.466508	-0.387407	-1.319365	0.519213	-1.114398	-0.703231

---

Antenna 42: 2459645

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	0.802186	-1.208613	0.557596	0.368575	-0.180064	-1.074019	0.802186	-0.503716	-0.918988

---

Antenna 42: 2459642

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.423248	-1.064136	0.423248	0.363288	-0.233202	-0.468535	0.348555	-0.762081	-0.181620

---

Antenna 42: 2459640

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.202667	-0.940842	1.202667	0.170990	-0.074211	-0.258542	-0.065641	-0.847823	-0.620997

---

Antenna 42: 2459639

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.929776	-0.786357	0.929776	-0.127466	-0.048535	-1.038245	-0.195267	-0.832445	-0.450018

---

Antenna 42: 2459638

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	-0.047441	-0.821832	-0.475531	-0.709052	-0.155742	-0.336580	-0.047441	-0.731476	-0.637972

---

Antenna 42: 2459637

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.754154	-0.933484	0.754154	-0.546809	0.096345	-0.114002	0.372808	-0.174588	0.221575

---

Antenna 42: 2459636

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.688900	-0.876354	0.688900	-0.286290	-0.146201	0.018655	-0.378114	-0.696902	-0.404419

---

Antenna 42: 2459635

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.912336	0.912336	-0.897948	0.007566	-0.056943	0.305115	-0.052280	-0.419852	-0.501041

---

Antenna 42: 2459634

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	3.236821	3.236201	3.236201	3.236821	3.236821	2.757292	2.757292	2.745685	2.745685

---

Antenna 42: 2459633

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.888050	-0.874526	0.888050	-0.007170	0.051977	0.286142	-0.385503	-0.801977	-0.546368

---

Antenna 42: 2459632

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.787774	-0.993174	0.787774	-0.033026	-0.009746	-0.050579	-0.155675	-1.124222	-0.501162

---

Antenna 42: 2459631

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.225869	1.225869	-1.052356	0.122504	0.074527	-0.487493	-0.008451	-0.393234	-1.053698

---

Antenna 42: 2459630

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.373874	-0.999402	1.373874	-0.121760	0.131408	0.330677	-0.209060	-0.769665	-0.102778

---

Antenna 42: 2459629

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.072399	-0.626068	1.072399	0.043508	-0.055704	-0.122177	-0.246208	-0.971992	-0.454006

---

Antenna 42: 2459628

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.560040	0.560040	-0.861246	-0.253117	0.011111	-0.319488	-0.510104	-0.415833	-0.702183

---

Antenna 42: 2459627

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	4.394907	3.907724	3.907724	3.933300	3.933300	4.394907	4.394907	4.346219	4.346219

---

Antenna 42: 2459626

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.625995	0.625995	-0.991878	-0.261730	0.338617	0.572335	-1.027351	-0.342476	-0.908560

---

Antenna 42: 2459625

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.735366	-0.932459	0.735366	-0.515306	-0.049682	0.282928	-0.323416	-0.697494	-0.504746

---

Antenna 42: 2459624

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 42: 2459623

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 42: 2459622

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.877982	0.877982	-0.926671	-0.123306	0.027002	-0.441264	0.189438	-0.490051	-0.919660

---

Antenna 42: 2459621

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	2.615934	2.615934	-1.124902	0.050962	-0.029501	0.607548	-1.173210	0.003553	-1.450209

---

Antenna 42: 2459620

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.448112	0.530015	1.448112	-0.011939	0.087982	-0.749131	0.072955	-0.673529	-0.026996

---

Antenna 42: 2459619

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.783791	0.783791	-0.716443	-0.446530	-0.403069	-0.207852	-0.607431	-0.651201	-0.825095

---

Antenna 42: 2459618

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.080430	1.080430	-1.180423	-0.072106	0.032635	0.329887	-0.038479	-0.438914	-0.622892

---

Antenna 42: 2459617

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.757209	-1.100609	0.757209	0.240975	-0.323343	-0.019262	0.160553	-0.861362	-0.296914

---

Antenna 42: 2459616

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.925826	0.925826	-0.748509	-0.107726	-0.216305	-0.049678	0.115312	-0.289199	-0.291244

---

Antenna 42: 2459615

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.003751	-1.123478	1.003751	0.149738	-0.003364	0.132185	-0.589624	-0.537382	-0.443051

---

Antenna 42: 2459614

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.144611	-0.959975	1.144611	0.057416	-0.321557	-0.520141	0.227445	-0.760086	-0.452763

---

Antenna 42: 2459613

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 42: 2459612

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	40.387114	-0.076934	0.136451	0.658944	-0.641552	32.299303	40.387114	25.808436	16.853204

---

Antenna 42: 2459611

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	inf	309.949404	317.457250	inf	inf	33.188776	46.990342	325.372043	986.825036

---

Antenna 42: 2459610

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.261808	-0.973928	0.124943	-0.029903	-0.005433	0.261808	-0.019305	-0.837310	-0.901486

---

Antenna 42: 2459609

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.264992	0.101569	-1.202755	-0.196814	-0.552917	-0.445833	0.264992	-0.616904	-0.613572

---

Antenna 42: 2459608

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	1.283525	0.142975	-0.650013	-0.041347	-0.218254	-0.391096	1.283525	-0.894126	-0.549984

---

Antenna 42: 2459607

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	0.087453	-0.143706	-1.124722	-0.002483	-1.078589	0.087453	-1.145212	-1.292382	-1.176052

---

Antenna 42: 2459605

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Discontinuties	2.558452	1.979585	-0.455474	0.874532	0.998338	1.626629	-0.425190	2.558452	0.191123

---

Antenna 42: 2459604

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.587798	-0.951687	0.587798	0.096011	0.041130	0.539512	0.522545	-0.781035	-0.676579

---

Antenna 42: 2459603

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Power	-0.034828	-1.055754	-0.138072	-0.641097	-0.034828	-0.295654	-0.934859	-0.686630	-0.690140

---

Antenna 42: 2459602

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.637313	0.444575	-0.989858	0.229795	-0.378173	-0.248742	0.637313	-0.633869	-0.342231

---

Antenna 42: 2459598

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	0.487149	-1.018130	0.125751	-0.283654	0.257761	-0.053861	0.487149	-0.663520	-0.654268

---

Antenna 42: 2459597

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.809090	0.074501	-1.236309	0.239779	-0.676863	-0.052131	0.809090	-0.692813	-0.185994

---

Antenna 42: 2459596

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	0.193325	0.095836	-1.096827	0.049498	-0.044133	0.120348	0.193325	-0.663356	-0.801957

---

Antenna 42: 2459595

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.670829	0.670829	-0.842456	0.167911	-0.082587	-0.436417	0.233939	-0.154902	-0.817651

---

Antenna 42: 2459594

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.078832	1.078832	-0.713056	0.079767	-0.269230	0.431904	0.378388	-0.425315	-0.573627

---

Antenna 42: 2459593

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.068772	-0.718091	1.068772	-0.355453	0.380554	0.659098	0.548592	-0.860126	-0.806825

---

Antenna 42: 2459592

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Discontinuties	2.163935	-0.482724	0.514610	-0.594877	-0.068310	-0.456934	1.115521	-0.116051	2.163935

---

Antenna 42: 2459591

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Power	inf	349.871921	342.600548	inf	inf	81.034302	32.993592	998.762539	170.387880

---

Antenna 42: 2459590

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	inf	349.204621	362.524920	inf	inf	30.328094	36.382483	161.627634	253.985473

---

Antenna 42: 2459589

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	0.902727	0.902727	-1.004962	0.238052	-0.110694	0.323251	0.055401	-0.890556	-0.911450

---

Antenna 42: 2459588

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Power	0.427370	-0.051090	0.284170	-0.314748	0.427370	0.044327	-0.414959	-0.773362	-0.667590

---

Antenna 42: 2459587

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	6.071773	0.810643	-0.644377	-0.350517	6.071773	-23.858603	-23.333991	-4.393628	-4.675000

---

Antenna 42: 2459586

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	1.111591	-1.000308	1.111591	0.091110	0.466302	-1.220244	0.259973	-0.930517	-0.264994

---

Antenna 42: 2459585

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.541729	1.541729	0.875247	-0.151328	1.022304	-0.003333	-0.189887	0.635986	0.090157

---

Antenna 42: 2459584

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Discontinuties	42.381113	4.602410	5.595912	7.294318	0.947159	11.291764	13.204551	38.620246	42.381113

---

Antenna 42: 2459583

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	2.544772	-1.134291	1.373318	2.544772	2.270562	-0.723046	0.619055	-0.993618	-0.485791

---

Antenna 42: 2459582

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Power	inf	296.101098	291.719445	inf	inf	11426.375462	11597.978912	6056.694409	6076.035513

---

Antenna 42: 2459581

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	2.359364	-1.033929	1.698137	2.359364	1.958393	-0.617365	0.879117	-0.943129	-0.494207

---

Antenna 42: 2459580

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	3.175968	1.177613	-0.679111	2.231208	3.175968	0.301711	-0.603591	-0.547031	-1.309562

---

Antenna 42: 2459579

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	3.728563	-0.782530	1.292390	3.728563	3.015080	-0.299614	1.433694	-1.155792	-0.219001

---

Antenna 42: 2459578

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	1.371254	1.175597	-0.214868	0.214718	-0.504583	1.371254	0.406258	-0.457406	-0.175226

---

Antenna 42: 2459577

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	2.359857	1.445943	-0.940688	1.977071	2.359857	1.237219	-0.394300	-0.525318	-1.095231

---

Antenna 42: 2459576

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	1.862533	1.480347	-0.392840	1.821073	1.862533	1.570474	-0.467291	-0.250672	-1.045164

---

Antenna 42: 2459575

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Discontinuties	1.869049	0.779996	-0.797279	1.655316	1.709102	0.946322	-0.090981	1.869049	1.397226

---

Antenna 42: 2459574

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Temporal Variability	2.170363	-0.577366	1.222794	1.507874	1.569297	-0.367741	2.170363	-0.737610	-0.154038

---

Antenna 42: 2459573

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	3.797002	0.912932	2.781805	2.880526	3.797002	1.187620	0.194708	-0.048349	-1.220743

---

Antenna 42: 2459572

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	2.279179	1.177754	2.279179	1.635392	1.821896	1.308068	0.057404	0.193743	-1.253587

---

Antenna 42: 2459571

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	2.385730	-0.201175	1.310209	-0.583514	0.403006	-0.531105	2.385730	-0.199908	-0.656776

---

Antenna 42: 2459570

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	2.538559	0.242538	2.538559	-1.303834	1.511008	-0.775778	1.956258	-0.356744	1.112659

---

Antenna 42: 2459569

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	2.370283	0.792935	2.370283	1.885403	1.964370	1.524642	1.653933	2.046464	1.199164

---

Antenna 42: 2459566

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	2.432527	1.184342	-0.819746	2.205988	2.432527	1.118654	-0.483591	-0.597757	-0.639325

---

Antenna 42: 2459565

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	4946282.044049	160872.719359	102571.649429	4062984.468324	4946282.044049	nan	nan	-5.052525	-5.052525

---

Antenna 42: 2459564

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	2.908714	2.495041	-0.102377	2.908714	0.059295	-0.127171	-1.612448	-1.748400	-1.428316

---

Antenna 42: 2459563

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	23.759817	6.246124	3.298838	23.759817	18.198144	11.757405	9.929632	-1.723345	-1.620108

---

Antenna 42: 2459562

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.428443	1.428443	-0.464196	0.980451	-0.457339	-0.502853	-2.205749	-1.423675	-1.219360

---

Antenna 42: 2459561

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.872418	1.872418	0.000444	1.486180	0.102052	-0.238317	-1.789208	-2.121221	-2.050509

---

Antenna 42: 2459560

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 42: 2459559

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	2.139978	2.139978	0.104015	1.689474	0.354327	0.152925	-0.783527	-1.578466	-1.461100

---

Antenna 42: 2459558

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	12.824511	3.403761	6.120773	9.411457	12.758240	9.627830	12.824511	-1.793475	-1.694620

---

Antenna 42: 2459556

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	13.382089	3.614648	6.728665	9.697527	13.382089	8.426123	11.767486	-2.811698	-2.220660

---

Antenna 42: 2459552

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	18.423510	4.150961	7.761519	13.811942	17.528681	13.604086	18.423510	-0.028934	0.316235

---

Antenna 42: 2459551

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.643116	0.005495	1.643116	0.006471	1.539650	-1.709349	-0.293374	-1.676962	-1.939331

---

Antenna 42: 2459549

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	12.922639	5.961781	3.339160	12.922639	9.888914	12.678805	9.437808	-2.217367	-2.179837

---

Antenna 42: 2459542

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	25.691033	3.151575	6.638493	20.029003	25.691033	0.569252	0.446881	-1.681271	-2.065595

---

Antenna 42: 2459541

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	16.189887	2.677030	6.167755	11.772465	16.189887	9.130076	9.967170	3.183900	4.237556

---

Antenna 42: 2459540

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	3.098282	0.746358	3.098282	1.277878	2.919209	-1.140221	0.910189	-1.012480	-1.051181

---

Antenna 42: 2459536

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	21.457545	5.200103	9.493368	16.586795	21.457545	14.597087	19.789698	-3.378592	-3.389390

---

Antenna 42: 2459535

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 42: 2459534

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.474091	0.376498	1.474091	0.390300	1.373681	-1.367589	-0.229156	-0.363980	-1.525529

---

Antenna 42: 2459533

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	13.248927	6.750565	3.533538	13.248927	10.092306	10.773763	8.828067	-2.525395	-2.067222

---

Antenna 42: 2459532

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	17.415774	8.053273	4.410297	17.415774	12.952060	13.878610	10.690994	-2.123503	-1.921681

---

Antenna 42: 2459530

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Shape	1.520877	-0.067993	1.520877	0.068747	1.283192	-1.651719	-0.101275	-1.437838	-1.798432

---

Antenna 42: 2459527

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	nn Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 42: 2459524

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	28.768071	7.133535	4.668123	14.031375	10.868925	28.768071	18.486242	-1.766200	-1.300125

---

Antenna 42: 2459523

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	19.229941	7.588128	4.188032	19.229941	15.193884	11.586344	14.201542	-5.452511	-4.382471

---

Antenna 42: 2459522

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	17.581143	3.743900	7.237126	12.990272	17.581143	13.057139	7.383475	-2.316223	-2.832159

---

Antenna 42: 2459513

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Power	8.982731	3.758804	5.574993	5.714359	8.982731	0.285840	3.759300	-0.883443	-0.901810

---

Antenna 42: 2459508

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Variability	12.294716	5.677863	7.004134	8.205608	11.227141	7.543326	12.294716	9.312718	10.093757

---

Antenna 42: 2459506

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Discontinuties	2734.373095	104.437687	56.160081	183.776083	124.630431	80.535238	33.743663	2734.373095	741.966110

---

Antenna 42: 2459505

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
42	4	RF_maintenance	ee Temporal Discontinuties	729.215869	53.066277	84.531606	86.273238	110.505178	55.778345	108.945472	253.900749	729.215869

---